[1] |
CHEVALIER J A,MAYZLIN D.The effect of word of mouth on sales:online book reviews[J].Journal of Marketing Research,2006,43(3):345-354.
|
[2] |
LAPPAS T,SABNIS G,VALKANAS G.The impact of fake reviews on online visibility:a vulnerability assessment of the hotel industry[J].Information Systems Research,2016,27(4):940-961.
|
[3] |
MILLS C.Amazon has a serious problem with paid-for reviews[EB/OL].[2018-08-15].https://bgr.com/2016/07/21/amazon-has-a-serious-problem-with-paid-for-reviews.
|
[4] |
PEREZ S.Fake app reviews are more common on Itunes,but Google play has the "worst" offenders[EB/OL].[2018-08-15].https://techcrunch.com/2014/05/27/fake-app-reviews-are-more-common-on-itunes-but-google-play-has-the-worst-offenders.
|
[5] |
LI Huayi,CHEN Zhiyuan,LIU Bing,et al.Spotting fake reviews via collective positive-unlabeled learning[C]//Proceedings of International Conference on Data Mining.Washington D.C.,USA:IEEE Computer Society,2014:899-904.
|
[6] |
LUCA M,ZERVAS G.Fake it till you make it:reputation,competition,and yelp review fraud[J].Management Science,2016,62(12):3412-3427.
|
[7] |
GRIER C,THOMAS K,PAXSON V,et al.@spam:the underground on 140 characters or less[C]//Proceedings of the 17th ACM Conference on Computer and Communications Security.New York,USA:ACM Press,2010:27-37.
|
[8] |
JINDAL N,LIU Bing.Opinion spam and analysis[C]//Proceedings of International Conference on Web Search and Data Mining.New York,USA:ACM Press,2008:219-230.
|
[9] |
LIM E P,NGUYEN V A,JINDAL N,et al.Detecting product review spammers using rating behaviors[C]//Proceedings of the 19th ACM International Conference on Information and Knowledge Management.New York,USA:ACM Press,2010:939-948.
|
[10] |
MUKHERJEE A,VENKATARAMAN V,LIU Bing.What yelp fake review filter might be doing[C]//Proceedings of the 7th International AAAI Conference on Weblogs and Social Media.[S.l.]:AAAI Press,2013:409-418.
|
[11] |
JINDAL N,LIU Bing,LIM E P.Finding unusual review patterns using unexpected rules[C]//Proceedings of the 19th ACM Conference on Information and Knowledge Management.New York,USA:ACM Press,2010:1549-1552.
|
[12] |
OTT M,CHOI Y,CARDIE C,et al.Finding deceptive opinion spam by any stretch of the imagination[C]//Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics:Human Language Technologies.Stroudsburg,USA:ACL Press,2011:309-319.
|
[13] |
SHOJAEE S,MURAD M,BIN A,et al.Detecting deceptive reviews using lexical and syntactic features[C]//Proceedings of the 13th IEEE International Conference on Intelligent Systems Design and Applications.Washington D.C.,USA:IEEE Press,2013:53-58.
|
[14] |
LI Fangtao,HUANG Minlie,YANG Yi,et al.Learning to identify review spam[C]//Proceedings of the 22nd International Joint Conference on Artificial Intelligence.[S.l.]:AAAI Press,2011:2488-2493.
|
[15] |
刘欣,余贤栋,唐永旺,等. 基于特征词向量的短文本聚类算法[J].数据采集与处理,2017,32(5):1052-1060.
|
[16] |
RAYANA S,AKOGLU L.Collective opinion spam detection:bridging review networks and metadata[C]//Proceedings of the 21st ACM SIGKDD International Conference on Knowledge Discovery and Data Mining.New York,USA:ACM Press,2015:985-994.
|
[17] |
MUKHERJEE A,KUMAR A,LIU Bing,et al.Spotting opinion spammers using behavioral footprints[C]//Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining.New York,USA:ACM Press,2013:632-640.
|
[18] |
FEI Geli,MUKHERJEE A,LIU Bing,et al.Exploiting burstiness in reviews for review spammer detection[C]//Proceedings of Conference on Weblogs and Social Media.[S.l.]:AAAI Press,2013:175-184.
|
[19] |
LEE K,CAVERLEE J,WEBB S.Uncovering social spammers:social honeypots+ machine learning[C]//Proceedings of the 33rd ACM SIGIR International Conference on Research and Development in Information Retrieval.New York,USA:ACM Press,2010:435-442.
|
[20] |
LIU Hongfu,ZHANG Yuchao,LIN Hao,et al.How many zombies around you[C]//Proceedings of International Conference on Data Mining.Washington D.C.,USA:IEEE Press,2013:1133-1138.
|
[21] |
YANG Chao,HARKREADER R,GU Guofei.Empirical evaluation and new design for fighting evolving twitter spammer[J].IEEE Transactions on Information Forensics and Security,2013,8(8):1280-1293.
|
[22] |
FAKHRAEI S,FOULDS J,SHASHANKA M,et al.Collective spammer detection in evolving multi-relational social networks[C]//Proceedings of the 21st ACM SIGKDD International Conference on Knowledge Discovery and Data Mining.New York,USA:ACM Press,2015:1769-1778.
|
[23] |
LEE J S,ZHU Dan.Shilling attack detection——a new approach for a trustworthy recommender system[J].Informs Journal on Computing,2011,24(1):117-131.
|
[24] |
WANG Guan,XIE Sihong,LIU Bing,et al.Review graph based online store review spammer detection[C]//Proceedings of the 11th IEEE International Conference on Data Mining.Washington D.C.,USA:IEEE Computer Society,2011:1242-1247.
|
[25] |
WANG Guan,XIE Sihong,LIU Bing,et al.Identify online store review spammers via social review graph[J].ACM Transactions on Intelligent Systems and Technology,2012,3(4):1-21.
|
[26] |
SHEHNEPOOR S,SALEHI M,FARAHBAKHSH R,et al.NetSpam:a network-based spam detection framework for reviews in online social media[J].IEEE Transactions on Information Forensics and Security,2017,12(7):1585-1595.
|
[27] |
刘建伟,刘媛,罗雄麟.半监督学习方法[J].计算机学报,2015,38(8):1592-1617.
|
[28] |
WU Zhiang,WU Junjie,CAO Jie,et al.HySAD:a semi-supervised hybrid shilling attack detector for trustworthy product recommendation[C]//Proceedings of the 18th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining.New York,USA:ACM Press,2012:985-993.
|
[29] |
任亚峰,姬东鸿,张红斌,等.基于PU学习算法的虚假评论识别研究[J].计算机研究与发展,2015,52(3):639-648.
|
[30] |
FAYAZI A,LEE K,CAVERLEE J,et al.Uncovering crowdsourced manipulation of online reviews[C]//Proceedings of the 38th ACM SIGIR International Conference on Research and Development in Information Retrieval.New York,USA:ACM Press,2015:233-242.
|
[31] |
WU Xian,FAN Wei,GAO Jing,et al.Detecting marionette microblog users for improved information credibility[J].Journal of Computer Science and Technology,2015,30(5):1082-1096.
|
[32] |
WU Zhiang,WANG Youquan,WANG Yaqiong,et al.Spammers detection from product reviews:a hybrid model[C]//Proceedings of the 15th IEEE International Conference on Data Mining.Washington D.C.,USA:IEEE Press,2015:1039-1044.
|
[33] |
MUKHERJEE A,LIU Bing,GLANCE N.Spotting fake reviewer groups in consumer reviews[C]//Proceedings of the 21st International Conference on World Wide Web.New York,USA:ACM Press,2012:191-200.
|
[34] |
XU Chang,ZHANG Jie,CHANG Kuiyu,et al.Uncovering collusive spammers in Chinese review websites[C]//Proceedings of the 22nd ACM International Conference on Information and Knowledge Management.New York,USA:ACM Press,2013:979-988.
|
[35] |
WANG Youquan,WU Zhiang,BU Zhan,et al.Discovering shilling groups in a real e-commerce platform[J].Online Information Review,2016,40(1):62-78.
|
[36] |
WANG Zhuo,HOU Tingting,SONG Dawei,et al.Detecting review spammer groups via bipartite graph projection[J].Computer Journal,2016,59(6):861-874.
|
[37] |
LI Huayi,FEI Geli,WANG Shuai,et al.Bimodal distribution and co-bursting in review spam detection[C]//Proceedings of the 26th International Conference on World Wide Web.New York,USA:ACM Press,2017:1063-1072.
|
[38] |
YE Junting,AKOGLU L.Discovering opinion spammer groups by network footprints[C]//Proceedings of Joint European Conference on Machine Learning and Knowledge Discovery in Databases.Berlin,Germany:Springer,2015:267-282.
|
[39] |
KIM H J,LEE J,CHAE D K,et al.Crowdsourced promotions in doubt:analyzing effective crowdsourced promotions[J].Information Sciences,2018,432:185-198.
|
[40] |
SU Ning,LIU Yiqun,LI Zhao,et al.Detecting crowdturfing "add to favorites" activities in online shopping[C]//Proceedings of the 27th International Conference on World Wide Web.New York,USA:ACM Press,2018:1673-1682.
|
[41] |
XU Aifang,FENG Xiaonan,TIAN Ye.Revealing,characterizing,and detecting crowdsourcing spammers:a case study in community Q&A[C]//Proceedings of IEEE Conference on Computer Communications.Washington D.C.,USA:IEEE Press,2015:2533-2541.
|
[42] |
LIU Yuli,LIU Yiqun,ZHOU Ke,et al.Detecting collusive spamming activities in community question answering[C]//Proceedings of the 26th International Conference on World Wide Web.New York,USA:ACM Press,2017:1073-1082.
|